{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Stock Analysis Engine\n",
    "\n",
    "Analyze information about publicly traded companies from Yahoo (https://finance.yahoo.com/) and IEX Real-Time Price https://iexcloud.io/ (supported data includes: news, quotes, dividends, daily, intraday, statistics, financials, earnings, options, and more). Once collected the data is archived in s3 (using minio https://minio.io) and automatically cached in redis.\n",
    "\n",
    "It uses Celery workers to process all tasks http://www.celeryproject.org/ and is a horizontally scalable worker pool that works with many transports and backends (https://github.com/celery/celery#transports-and-backends)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Getting Started"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Start Services\n",
    "\n",
    "To develop jupyter notebooks start the notebook-integration (https://github.com/AlgoTraders/stock-analysis-engine/blob/master/compose/notebook-integration.yml) containers using docker-compose. Here's the command to start it:\n",
    "\n",
    "```\n",
    "./compose/start.sh -jo\n",
    "```\n",
    "\n",
    "Verify the containers are running:\n",
    "\n",
    "```\n",
    "docker ps -a\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Download and Prepare Data\n",
    "\n",
    "With a valid internet connection you can the following download datasets from IEX and Yahoo. \n",
    "\n",
    "#### IEX via pyEX\n",
    "\n",
    "- minute (intraday)\n",
    "- daily\n",
    "- stats\n",
    "- peers\n",
    "- news\n",
    "- financials\n",
    "- earnings\n",
    "- dividends\n",
    "- company\n",
    "\n",
    "#### Yahoo\n",
    "\n",
    "- pricing\n",
    "- options\n",
    "- news\n",
    "\n",
    "Note, please refer to the latest data that is fetched for these services:\n",
    "\n",
    "- IEX - https://github.com/AlgoTraders/stock-analysis-engine/blob/master/analysis_engine/iex/fetch_data.py\n",
    "- Yahoo - https://github.com/AlgoTraders/stock-analysis-engine/blob/master/analysis_engine/yahoo/get_data.py"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import datetime\n",
    "from spylunking.log.setup_logging import build_colorized_logger\n",
    "\n",
    "log = build_colorized_logger(name='intro-nb')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Set up Collection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2018-10-05 06:30:38,290 - intro-nb - INFO - starting collection ticker=SPY redis_key=SPY_latest s3_bucket=tutorials s3_key=SPY_intro_2018-10-05\n"
     ]
    }
   ],
   "source": [
    "from analysis_engine.api_requests import build_get_new_pricing_request\n",
    "\n",
    "ticker = 'SPY'\n",
    "\n",
    "# Store in this S3 key:\n",
    "s3_bucket = 'tutorials'\n",
    "s3_key = '{}_intro_{}'.format(ticker, datetime.datetime.now().strftime('%Y-%m-%d'))\n",
    "\n",
    "# Store in this Redis key\n",
    "redis_key = '{}_latest'.format(ticker)\n",
    "\n",
    "\"\"\"\n",
    "Build the request (a work dictionary):\n",
    "https://github.com/AlgoTraders/stock-analysis-engine/blob/master/analysis_engine/api_requests.py#L49\n",
    "\"\"\"\n",
    "work = build_get_new_pricing_request()\n",
    "\n",
    "work['ticker'] = ticker\n",
    "work['fetch_mode'] = 'all'\n",
    "work['s3_key'] = s3_key\n",
    "work['redis_key'] = redis_key\n",
    "work['label'] = '{}'.format(s3_key)\n",
    "work['celery_disabled'] = True\n",
    "\n",
    "log.info(\n",
    "    'starting collection ticker={} '\n",
    "    'redis_key={} s3_bucket={} s3_key={}'.format(\n",
    "        ticker,\n",
    "        redis_key,\n",
    "        s3_bucket,\n",
    "        s3_key))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import analysis_engine.work_tasks.get_new_pricing_data as task_pricing\n",
    "task_res = task_pricing.run_get_new_pricing_data(\n",
    "    work_dict=work)\n",
    "log.info('Intro ticker={} collection completed'.format(ticker))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Extracting Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2018-10-05 06:30:55,009 - intro-nb - INFO - extracting - start - ticker=SPY from redis_key=SPY_latest_minute\n",
      "2018-10-05 06:30:55,013 - analysis_engine.iex.extract_df_from_redis - INFO - SPY_intro_2018-10-05 - minute - start\n",
      "2018-10-05 06:30:55,017 - analysis_engine.extract_utils - INFO - SPY_intro_2018-10-05 - minute - START - ds_id=SPY scrub_mode=sort-by-date redis=True redis_address=redis:6379@4 redis_key=SPY_latest_minute s3=True s3_address=minio:9000 s3_bucket=pricing s3_key=SPY_intro_2018-10-05\n",
      "2018-10-05 06:30:55,021 - analysis_engine.build_df_from_redis - INFO - SPY_intro_2018-10-05 calling get redis key=SPY_latest_minute\n",
      "2018-10-05 06:30:55,024 - analysis_engine.get_data_from_redis_key - INFO - SPY_intro_2018-10-05 get key=SPY_latest_minute\n",
      "2018-10-05 06:30:55,034 - analysis_engine.get_data_from_redis_key - INFO - SPY_intro_2018-10-05 decoding key=SPY_latest_minute encoding=utf-8\n",
      "2018-10-05 06:30:55,049 - analysis_engine.get_data_from_redis_key - INFO - SPY_intro_2018-10-05 deserial key=SPY_latest_minute serializer=json\n",
      "2018-10-05 06:30:55,058 - analysis_engine.get_data_from_redis_key - INFO - SPY_intro_2018-10-05 - found key=SPY_latest_minute\n",
      "2018-10-05 06:30:55,068 - analysis_engine.build_df_from_redis - INFO - SPY_intro_2018-10-05 - loading df from key=SPY_latest_minute\n",
      "2018-10-05 06:30:55,137 - analysis_engine.extract_utils - INFO - SPY_intro_2018-10-05 - minute ds_id=SPY extract scrub=sort-by-date\n",
      "2018-10-05 06:30:55,140 - intro-nb - INFO - extracting - done - ticker=SPY from redis_key=SPY_latest_minute\n"
     ]
    }
   ],
   "source": [
    "import analysis_engine.iex.extract_df_from_redis \\\n",
    "    as extract_utils\n",
    "\n",
    "extract_req = work\n",
    "extract_req['redis_key'] = '{}_minute'.format(work['redis_key'])\n",
    "\n",
    "log.info('extracting - start - ticker={} from redis_key={}'.format(ticker, extract_req['redis_key']))\n",
    "extract_status, minute_df = extract_utils.extract_minute_dataset(work_dict=work)\n",
    "log.info('extracting - done - ticker={} from redis_key={}'.format(ticker, extract_req['redis_key']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2018-10-05 06:32:00,734 - intro-nb - INFO - ticker=SPY creating chart date=2018-10-05\n",
      "2018-10-05 06:32:00,738 - analysis_engine.charts - INFO - intro-nb-SPY - plot_overlay_pricing_and_volume - start\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2018-10-05 06:32:01,439 - analysis_engine.charts - INFO - intro-nb-SPY - plot_overlay_pricing_and_volume - done status=SUCCESS err=None\n"
     ]
    }
   ],
   "source": [
    "import analysis_engine.charts as ae_charts\n",
    "from analysis_engine.consts import SUCCESS\n",
    "from analysis_engine.consts import IEX_MINUTE_DATE_FORMAT\n",
    "\n",
    "today_str = datetime.datetime.now().strftime(\n",
    "    '%Y-%m-%d')\n",
    "if extract_status == SUCCESS:\n",
    "    log.info(\n",
    "        'ticker={} creating chart date={}'.format(\n",
    "            ticker,\n",
    "            today_str))\n",
    "    \"\"\"\n",
    "    Plot Pricing with the Volume Overlay:\n",
    "    \"\"\"\n",
    "    image_res = ae_charts.plot_overlay_pricing_and_volume(\n",
    "        log_label='intro-nb-{}'.format(ticker),\n",
    "        ticker=ticker,\n",
    "        date_format=IEX_MINUTE_DATE_FORMAT,\n",
    "        df=minute_df,\n",
    "        show_plot=True)\n",
    "else:\n",
    "    log.error('ticker={} - did not extract a dataset from redis_key={}'.format(ticker, work['redis_key']))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
